{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "from fbprophet.plot import add_changepoints_to_plot\n",
    "from fbprophet.diagnostics import cross_validation\n",
    "from fbprophet.diagnostics import performance_metrics\n",
    "from fbprophet.plot import plot_cross_validation_metric\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/co2-ppm-daily_csv.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1958-03-30</td>\n",
       "      <td>316.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1958-03-31</td>\n",
       "      <td>316.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1958-04-02</td>\n",
       "      <td>317.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1958-04-03</td>\n",
       "      <td>317.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1958-04-04</td>\n",
       "      <td>317.09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date   value\n",
       "0  1958-03-30  316.16\n",
       "1  1958-03-31  316.40\n",
       "2  1958-04-02  317.67\n",
       "3  1958-04-03  317.76\n",
       "4  1958-04-04  317.09"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame()\n",
    "df['ds'] = pd.to_datetime(data['date'])\n",
    "df['y'] = data['value']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 4 threads.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet()\n",
    "\n",
    "prophet.add_country_holidays(country_name='US')\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=1095)\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet()\n",
    "\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=120, freq='m')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet(changepoint_prior_scale=.1)\n",
    "\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=240, freq='m')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet(weekly_seasonality=False,\n",
    "                  changepoint_prior_scale=.001)\n",
    "\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=240, freq='m')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "WARNING:fbprophet:Optimization terminated abnormally. Falling back to Newton.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XSntDK5UN3q7Yc3z5dXAhHgt+W7ZsIT4+nqysLHbs2HHG83fddRdTp05lypQpQOdw9JdZLGf+JZKbm0tubi4A2dnZJCYmXt7CexlfP35QD0A9APXgFPXBt3pwoqWDl94vZ+2eUt48WosxMDQ6iMWTBnHD8DiuGhxNVIiVAH8/b5fa7XzpdXApPBb8du3axebNm8nPz6etrY3GxkZuv/12Vq9ezYMPPkh1dTVPP/101/bJyckUFxd3fV1SUqL/NBERkS9pdbjY8mElawpLyD9UhcPVuUbuwqxkbhgex+gwJ+mpA7H6YNiTC/NY8Fu+fDnLly8HYMeOHTz66KOsXr2alStX8tprr7Ft2zb8/P75opw9ezZPPPEE8+bNo6CggIiICF3fJyIiQueM3O1FNazZU8rGDypoancSY7MyZ1R/rh8Wx43D4+gXFkxggB9lZWUKfXJO3X4fvx/+8IcMGjSISZMmAXDTTTdx//33M3PmTPLz80lLS8Nms/Hss892d2kiIiI9hjGGdz+rZ+3eUtbvLaOyuR17oD9XD4nhhuFxzBgez6BoG4EBCnly8bol+OXk5JCTkwOA0+k86zYWi4Unn3yyO8oRERHpsQ5VNrF2bylr95RypLaFQH8LV6ZEs3TKYGZmxDE8Poxgq7+3y5ReSit3iIiIeFlpQyvr9paxdm8pe0oa8LNAVnIk88YmMT09jiuSIggN0ke2fH16FYmIiHjBiZYO/vx+OWv3lrLjSOeM3BH97Nw7dTA3DItjUko0kSFWb5cpfYyCn4iISDc5NSN37Z5S8j+qpMNlGBgZzA/GD2R6ehxTUmOIswd5u0zpwxT8REREPOjUjNy1e0r5y+czcmNDA5mbmciM9Dhy0mJIigg5671rRS43BT8REZHL7FwzcqcNjWVGejzXDY1jcIxNS6ZJt1PwExERuUzONiN38uBofpqeyo3D40iPD9PtV8SrFPxERES+hlMzctfsKWFvaSN+FsgeEMn8cUncmB7P2MRwbIH6uJWeQa9EERGRS3RqRu6aL6yRO6KfnZ9MTeWG4XFMHBRFhGbkSg+k4CciInIRzjojNyqE/2fCQKYPj2dyarRm5EqPp+AnIiJyDpqRK32Ngp+IiMgXXGhG7rVDY0mNCdWMXOmVFPxEREQ494zcn6Wncv2wWDL6hWtGrvR6Cn4iIuKzzjUj9/ZxyVw/PI6xieFaI1f6FI+/ml0uF9nZ2SQlJbFlyxaOHTvGvHnzqKurY9y4cbzwwgsEBgbS3t7OwoULKSwsJCYmhvXr15OSkuLp8kRExMdcaEbuhEFRWiNX+iyPB78VK1aQkZFBY2MjAMuWLePHP/4x8+bN44c//CGrVq1i8eLFrFq1iqioKIqKili3bh3Lli1j/fr1ni5PRER8wKkZuWsKS8g/VIXjSzNyrxocTXyYZuRK3+fRixVKSkrYunUrP/jBD4DOC2a3b9/O3LlzAVi0aBEvv/wyAJs2bWLRokUAzJ07l23btmGM8WR5IiLShzldbv72cRWLXtxLv3//G7f8qZBdx0/wncxEXrhtLG8tuZL/npvJnMwEhT7xGR4d8bv33nt55JFHaGpqAqC2tpbIyEgCAjp/bHJyMqWlpQCUlpYyYMCAzqICAoiIiKC2tpbY2NjT9pmXl0deXh4AFRUVlJWVefIQerTq6mpvl+B16oF6AOrBKeoDVFVVsaf8JC9/VMfmj+uobnESavVjykA71w4OZ/LAMJIiQjpn5LbWU95a7+2SLzu9DtSD8/FY8NuyZQvx8fFkZWWxY8cOgLOO4J2699H5nvui3NxccnNzAcjOziYxMfEyVt37+Prxg3oA6gGoB6f4ah9Ozcj907tVfNrQ3jUjd0Z6PNcPiyW9XxhBAf7eLrPb+Orr4IvUg7PzWPDbtWsXmzdvJj8/n7a2NhobG7n33nupr6/H6XQSEBBASUlJ139McnIyxcXFJCcn43Q6aWhoIDo62lPliYhIL3e2Gblj+9n43vhhmpErcg4ee0csX76c5cuXA7Bjxw4effRR1qxZw3e+8x1eeukl5s2bx/PPP8+//Mu/ADB79myef/55Jk2axEsvvcS0adN0J3QRETnNuWbk/vTqVK4fFkdKUBvDBw/0dpkiPVa3/yn08MMPM2/ePH71q19xxRVXcOeddwJw5513smDBAtLS0oiOjmbdunXdXZqIiPRA55qRmzthIDd+aUauL1/3LXIxuiX45eTkkJOTA0BqairvvvvuGdsEBwezYcOG7ihHRER6uFNr5K7ZU8rGL6yR+53P18i9ekjnGrl+WjZN5JLo4gcREekRTq2Ru2ZPKev3lVLV3HHGGrmDo20E+GvZNJGv6pzBLyws7LzX2J26IbOIiMjXcaiyiTV7Slm7t5SjX1gj11dn5Ip40jmD36l7791///3079+fBQsWYIxhzZo1Xc+JiIh8FSX1nTNy1+49fY3cBeOSuW54LFckRmhGrogHXPBd9dprr1FQUND19eLFi5kwYQI///nPPVqYiIj0LSdaOnjp/XLWnmNG7viBkUTZAr1dpkifdsHg5+/vz5o1a5g3bx4Wi4UXX3wRf38NuYuIyIVdaEbulYOj6afl0kS6zQWD39q1a1m6dClLly7FYrFw1VVXsXbt2u6oTUREeqFzzci9ZUwi04fHMTU1huRIzcgV8YYLBr+UlBQ2bdrUHbWIiEgvda4ZudcOjWV6ejzT0mJJjdGMXBFvu2Dwq66u5o9//CPHjx/H6XR2Pf7MM894tDAREen5PqpsYu05ZuReNyyWDM3IFelRLhj8/uVf/oUpU6Zw3XXX6do+ERG54IzcsYkR2DUjV6RHuuA7s6WlhYcffrg7ahERkR5KM3JF+oYLBr9Zs2aRn5/PzJkzu6MeERHpIVodLl45WMnaPZqRK9JXXDD4rVixgv/7f/8vgYGBBAYGYozBYrFo5Q4RkT7I6XKz7XANa/eW8pf3y2nucGlGrkgfcsHgp1U6RET6Ns3IFfEdFwx+p5ZpO3bsGL/+9a8pLi6mvLyc8ePHn/f72tramDp1Ku3t7TidTubOncuDDz7Itm3buO+++3C73djtdp577jnS0tJob29n4cKFFBYWEhMTw/r160lJSblcxykiIl9ythm5U1JjmD48TjNyRfqoCwa/u+66Cz8/P7Zv386vf/1r7HY7S5Ys4b333jvv9wUFBbF9+3bsdjsOh4PJkyczY8YMFi9ezKZNm8jIyOCpp57iP/7jP3juuedYtWoVUVFRFBUVsW7dOpYtW8b69esv24GKiMjZZ+R+QzNyRXzGBd/dBQUF7NmzhyuuuAKAqKgoOjo6Lrhji8WC3W4HwOFw4HA4sFgsp10f2NDQQGJiIgCbNm3igQceAGDu3LncfffdXdcTiojIV1fX0sGfvzQjd2S/MM3IFfFBFwx+VqsVl8vVFcCqq6vx87u46zxcLhdZWVkUFRWxZMkSJkyYwMqVK5k5cyYhISGEh4fzzjvvAFBaWsqAAQM6iwoIICIigtraWmJjY0/bZ15eHnl5eQBUVFRQVlZ28Ufbx1RXV3u7BK9TD9QDUA9O+WIfWh1u/n60npc/qmP7sUYcbkNymJWFo2O4JiWM7KRwomxWwElrfQ2t9d6r+3LSa0E9APXgfC4Y/O655x7mzJlDVVUVv/zlL3nppZf4j//4j4vaub+/P/v27aO+vp45c+Zw4MABHn/8cfLz85kwYQK/+c1v+MlPfsLKlSsxxpzx/Wcb7cvNzSU3NxeA7OzsrhFDX+Xrxw/qAagHoB4AON2GDxoDzpyRO7ZzRu7VQ2JIiuj7M3L1WlAPQD04lwsGv/nz55OVlcW2bdswxvDyyy+TkZFxST8kMjKSnJwcXn31Vfbv38+ECRMAuPXWW5k+fToAycnJFBcXk5ycjNPppKGhgejo6K9wSCIivsMYQ8Fn9azdU8qLe4qpaXGeNiP32qGxDI7WjFwR6XTe4Od2u8nMzOTAgQOkp6df0o6rq6uxWq1ERkbS2trK66+/zrJly2hoaOCTTz5h2LBh/P3vf+8KkbNnz+b5559n0qRJvPTSS0ybNk3X94mInMPZZuROTArlW5kDuH5YLOmakSsiZ3He4Ofn58eYMWP47LPPGDhw4CXtuLy8nEWLFuFyuXC73dxyyy3MmjWLP/7xj9x88834+fkRFRXFM888A8Cdd97JggULSEtLIzo6mnXr1n31oxIR6YPONyP3+uFx9Pc7yZBBA7xdpoj0YBc81VteXs7IkSMZP348oaGhXY9v3rz5vN+XmZnJ3r17z3h8zpw5zJkz54zHg4OD2bBhw8XULCLiMy40I3fioCgiQqwAlJW1eblaEenpLhj8mpub2bJlS9fXxhiWLVvm0aJERHzZJ9XNvHKwklc+rOStY3W43KevkTs5NZo4u9bIFZFLd8Hg53Q6ufrqq097rLW11WMFiYj4GqfLzf8eP8ErH1ay+WAFn1SfBCAt1sbCrGSuSYvhmrTOGbm69llEvo5zBr8//OEPPPXUUxw9epTMzMyux5uamrjqqqu6pTgRkb6qodXBXw9V8cqHleR/VMWJVgcBfhaykyO4L2cIUwZHMyYpnKSIEPz7+O1XRKT7nDP4ffe732XGjBn827/9Gw899FDX42FhYbrNiojIV3C09mTXKdw3j9TidBsiggOYPDiaKanRTBoUxYh+YcTqNK6IeMg5g19ERAQRERG8+OKL3VmPiEif4XIbCj49weaDlbzyYQUfVjYDkBptY/64JKakRjNxYBSDY2zYArU+roh4nn7TiIhcRk1tTv72SRWvHKxk60dV1JzswN/PwrikcH4yNZWpqdFckRyhU7gi4hUKfiIiX9OndS288mElrxysZMeRWjpcbsKDArhqcBRTBsdwZUoUoxLCiQkN9HapIuLjFPxERC6R2214r7i+K+y9X94IwMCoEG4Zk8CU1GiuGhxNakwoIVatniEiPYeCn4jIRTjZ7uT1wzW8crCSLR9WUtncjr8FxiSGc++UwUxJjeYbA6JIjAjWKVwR6bEU/EREzqGkvpUtH3bOwt12uIZ2pxt7oD+TUqKYmprC5MHRZCaGE23TKVwR6R0U/EREPud0udlT2kD+R53319tT0gBAUkQwN43uz9TUGKak6hSuiPReCn4i4rOcLjd7SxvZcaSGHUdq2Xm0jqZ2J34WGJ0Qzt1XpTA1NZpJKVEkhofgp1O4ItLLeSz4tbW1MXXqVNrb23E6ncydO5cHH3wQYwy/+tWv2LBhA/7+/ixevJh77rkHYwxLly4lPz8fm83Gc889x7hx4zxVnoj4oHMFPYCUqBBuGBZLVnIkE1MiGZsYQZRO4YpIH+Ox4BcUFMT27dux2+04HA4mT57MjBkz+OijjyguLubQoUP4+flRVVUFwKuvvsrhw4c5fPgwBQUFLF68mIKCAk+VJyI+4GKDXtaACDITwom3B2lUT0T6NI8FP4vFgt1uB8DhcOBwOLBYLPzhD39g7dq1+Pn5ARAfHw/Apk2bWLhwIRaLhYkTJ1JfX095eTkJCQmeKlFE+phLDXpx9iDNwBURn+LRa/xcLhdZWVkUFRWxZMkSJkyYwJEjR1i/fj0bN24kLi6O3//+9wwdOpTS0lIGDBjQ9b3JycmUlpaeEfzy8vLIy8sDoKKigrKyMk8eQo9WXV3t7RK8Tj3w7R443YYDVS38/aMK3j9xmHdLm2nucAMwMCKQnEGhjOlnY0y/EIbFhhJts+JnsQBO3M11fL6CWp/hy6+FU9QD9QDUg/PxaPDz9/dn37591NfXM2fOHA4cOEB7ezvBwcHs3r2bv/zlL9xxxx3s3LkTY8wZ32+xnPmXeG5uLrm5uQBkZ2eTmJjoyUPo8Xz9+EE9AN/pwflG9AZHhzA9vR9ZyRGMS45g9Oenbn1tRM9XXgvnox6oB6AenEu3zOqNjIwkJyeHv/71ryQnJ3PzzTcDMGfOHL7//e8DnSN8xcXFXd9TUlKi/zQRH3ehoHfj8DiykiNIs3Vw1cghPhn0REQuhceCX3V1NVarlcjISFpbW3n99ddZtmwZ3/72t9m+fTt33HEHb775JsOGDQNg9uzZPPHEE8ybN4+CggIiIiJ0fZ+Ij7nYoJeVHMGoL4zolZWVkRAe7OXqRXM/QFUAACAASURBVER6Po8Fv/LychYtWoTL5cLtdnPLLbcwa9YsJk+ezPz583n88cex2+2sXLkSgJkzZ5Kfn09aWho2m41nn33WU6WJSA9x6obJO4pq2XGklreOXVzQExGRr8ZjwS8zM5O9e/ee8XhkZCRbt24943GLxcKTTz7pqXJEpAdQ0BMR8S6t3CEiHqOgJyLSsyj4ichlo6AnItKzKfiJyFf25aC382gtzR0u4MygN1o3TBYR8ToFPxG5aBcKetPT4xX0RER6MAU/ETknBT0Rkb5FwU9Eupwv6KVG25jxedAbp6AnItIrKfiJ+DAFPRER36LgJ+JDLjboZSVHMiohjHh7EH4KeiIifYaCn0gfpqAnIiJfpOAn0oc4XW4KSxrYcaSWHUdqeOtonYKeiIh0UfAT6cWcLjd7yk/ywqEiBT0REbkgBT+RXuRSRvRGJ4YTFxqooCciIl0U/ER6MIfLzZ4LBL30CJiaMUhBT0RELshjwa+trY2pU6fS3t6O0+lk7ty5PPjgg13P/+hHP+LZZ5+lubkZgPb2dhYuXEhhYSExMTGsX7+elJQUT5Un0iNdTND78oheRUU5iYlxXq5cRER6A48Fv6CgILZv347dbsfhcDB58mRmzJjBxIkT2b17N/X19adtv2rVKqKioigqKmLdunUsW7aM9evXe6o8kR7hYoNe9oBIRiVoRE9ERL4ejwU/i8WC3W4HwOFw4HA4sFgsuFwu7rvvPtauXcvGjRu7tt+0aRMPPPAAAHPnzuXuu+/GGIPFog856TsuNuh9Y2Ako/qHE6ugJyIil5FHr/FzuVxkZWVRVFTEkiVLmDBhAitWrGD27NkkJCSctm1paSkDBgzoLCoggIiICGpra4mNjT1tu7y8PPLy8gCoqKigrKzMk4fQo1VXV3u7BK/r6T1wuAwfVLXwdnETbxc38W5pMycdbgAGRQQyLcXOmH42ruhvY1hsKJEhAZ//sePA2VRLRdOFf0ZP70F3UA86qQ/qAagHoB6cj0eDn7+/P/v27aO+vp45c+bwj3/8gw0bNrBjx44ztjXGnPHY2Ub7cnNzyc3NBSA7O5vExMTLXndv4uvHDz2rB+cd0YuxMXNEP7KSIxg/MJKR/S7fiF5P6oG3qAed1Af1ANQDUA/OpVtm9UZGRpKTk8Mbb7xBUVERaWlpALS0tJCWlkZRURHJyckUFxeTnJyM0+mkoaGB6Ojo7ihP5Ctrc7goLGngrWN1Zw16MzLiu4LeqP7hxNh06lZERLzHY8Gvuroaq9VKZGQkra2tvP766yxbtoyKioqubex2O0VFRQDMnj2b559/nkmTJvHSSy8xbdo0Xd8nPU51czu7jtWx6/gJdh2ro7CkgQ5X56nbswW92NBAvY5FRKTH8FjwKy8vZ9GiRbhcLtxuN7fccguzZs065/Z33nknCxYsIC0tjejoaNatW+ep0kQuittt+Li6+bSgd7jmJABWfwsZ8WHcOjaRMYnhZCVHMLJ/mIKeiIj0aB4LfpmZmezdu/e825y6hx9AcHAwGzZs8FQ5IhfU6nDx3mf17Dpex65jdbz96QnqWhwARIYEkJkQzvT0OMYkhjMmMYKUqBBiFPRERKQX0cod4rMqm06dtu0MentKG3C4OicZpUSFMGVw9OchL5zRCeH0DwsmLFhvGRER6b30KSY+we02fFjZ9HnIO8Gu43UcrW0BINDfwoh+YXz3iqSuoDc83k68PQirv5+XKxcREbl8FPykTzrZ7uS94vquoPf2p3XUtzoBiLZZGZMQzuwR/chMCGdccgQDo0KIDLHqtK2IiPRpCn7SqxljKG1o5UB5EwcqOv+9X97I+2WNON2dp21To21cMyS2azRvbGI4/cODCbb6e7l6ERGR7qXgJ71G7ckODlQ0nhbyPihroKHd1bVNjM3KkJhQFmQlMyYxnOzkCIbF23X/PBERERT8pAdqbnfyYWXTFwJeIx+UN1HR1N61jT3Qn7TYUKYMtDMiOZYhMTbSYu2kxtiICw0kNEgvbRERkS/Tp6N4TbvTxcdVJztH8Sr+GfSO1bV0bRMU4EdqtI3s5AjSYkMZEhPKkFgbQ2NDiQ4NpPVENUlJSV48ChERkd5DwU88zuU2HKk9edoI3oGKJj6pPonr8+vw/P0sDIoKIS3Wxo3D40iLsTEkNpRhcXbi7IFEhVgJOMsM27J6nb4VERG5WAp+ctkYYyiubz1t9O5ARSMfVTbT5uxc1swCJEUEMyQmlEmDohgSY2NITCjD4+30Cwsi2mYlKECTLkRERDxBwU++kqqm9tNG7w6UN3GwsonGNmfXNvH2QIbEhDI3M+Gfp2jj7CRHBBMVYtV1eCIiIt1Mn7xyXo1tDg5W/HMWbedIXiNVzR1d20QEBzAkJpQbh8cxJCaUtBgbabGhpETbiLJZCQsK0P3xREREegAFPwE616k9VNn8zxG8z0PeZ/WtXduEWP1IjQ5l4qCozhG8zwNeWqyNaFsgEcFW3TJFRESkB/NY8Gtra2Pq1Km0t7fjdDqZO3cuDz74IPPnz2f37t1YrVbGjx/P008/jdVqxRjD0qVLyc/Px2az8dxzzzFu3DhPleeznC43h2tOnjZ6d6CiiaKak3w+z4IAPwuDo22M6GfnWyP6MST21HV4ocSGBhEZYsVfAU9ERKTX8VjwCwoKYvv27djtdhwOB5MnT2bGjBnMnz+f1atXA/Dd736XlStXsnjxYl599VUOHz7M4cOHKSgoYPHixRQUFHiqvD7P7TZ8eqL1jFulHKpqpsPVOdHCzwLJkSEMibFxdWpM50SL2FDSP1+nNspm1Vq1IiIifYjHgp/FYsFutwPgcDhwOBxYLBZmzpzZtc348eMpKSkBYNOmTSxcuBCLxcLEiROpr6+nvLychIQET5XYJxhjqPx8osUH5f88TXuwoomTHf9c0aJ/WBBDYmzMG5vYNYKXEW8nISJYM2lFRER8hEev8XO5XGRlZVFUVMSSJUuYMGFC13MOh4MXXniBFStWAFBaWsqAAQO6nk9OTqa0tPSM4JeXl0deXh4AFRUVlJWVefIQepT6Nief1LRxqLaVj2ta+aC8kaMN+zjR9s+AFxHkz+DIQK4fHEZKZCCDI4NIiw4mKTyIsKCAL61P24JpbqG2ufuP5XKprq72dglepx6oB6eoD+oBqAegHpyPR4Ofv78/+/bto76+njlz5nDgwAFGjRoFwF133cXUqVOZMmUK0Dly9WVnmwmam5tLbm4uANnZ2SQmJnrwCLzjZLuTj6qaT7sG70BFE6UNbV3bhAb6MyjcSk5aXNcp2uHxnStbRNsCsfvQrVL64mvgUqkH6sEp6oN6AOoBqAfn0i3pIDIykpycHP76178yatQoHnzwQaqrq3n66ae7tklOTqa4uLjr65KSkj7/n9bhdPNJdfMXZtF2hryjdS2cysGB/p0TLcYkhnPT6P6dt0uJtZERH4azqZahKQN0qxQRERG5KB4LftXV1VitViIjI2ltbeX1119n2bJlrFy5ktdee41t27bh5/fPiQOzZ8/miSeeYN68eRQUFBAREdFnru9zuQ3H6lq6gt2pyRYfVzfjPLVkmQUGRoUwJCaU64bGMiS283Ypo/qHE2sPJPIst0op62hQ6BMREZGL5rHgV15ezqJFi3C5XLjdbm655RZmzZpFQEAAgwYNYtKkSQDcdNNN3H///cycOZP8/HzS0tKw2Ww8++yznirNY4wxlDW2fWG5ss4JFx9WNtHqcHdtlxQeTGqsjQUDk7uWLBuVEEb/sM5bpZxtTVoRERGRr8tjwS8zM5O9e/ee8bjT6TzL1p3X8z355JOeKueyqz3Z0Xn9XXnTaadq67+wZFmMzcqQ2FC+Pap/14oWo/qHkRxlIyrESmCAAp6IiIh0H9+ZAfAVtTtd7Ctt/Oe6tJ8HvYqm9q5twoICGBJj49ovnKId0S+M1JhQom3WL82kFREREfEOBb8LKKlvY+Lv3wIgKMCPITE2vjEgsusU7fB4O+nxnTNpQ31oJq2IiIj0PkoqFzA42saLt4/DHuTPiPgw4uxB2IP8NalCREREeh0Fvwvw87Mw74okb5chIiIi8rVpdoGIiIiIj1DwExEREfERCn4iIiIiPkLBT0RERMRHKPiJiIiI+AiLMcZ4u4ivKjY2lpSUFG+X4TXV1dXExcV5uwyvUg/UA1APTlEf1ANQD0A9OH78ODU1NWd9rlcHP1+XnZ3N7t27vV2GV6kH6gGoB6eoD+oBqAegHpyPTvWKiIiI+AgFPxEREREf4f/AAw884O0i5KvLysrydglepx6oB6AenKI+qAegHoB6cC66xk9ERETER+hUr4iIiIiPUPATERER8REKfj3MHXfcQXx8PKNGjep6bP/+/UyaNInRo0fzrW99i8bGxq7n3n//fSZNmsTIkSMZPXo0bW1tp+1v9uzZp+2rN7iUHqxZs4axY8d2/fPz82Pfvn2n7a+v98DhcLBo0SJGjx5NRkYGy5cvP21fLpeLK664glmzZnXrMXxdl9KDjo4Ovv/97zN69GjGjBnDjh07zthfb3wdFBcXc80115CRkcHIkSNZsWIFAHV1dVx//fUMHTqU66+/nhMnTgBgjOGee+4hLS2NzMxM9uzZc9r+GhsbSUpK4u677+72Y/mqLrUHhw4dYtKkSQQFBfHoo4+esb/e+H641B6sWbOGzMxMMjMzufLKK9m/f/9p+/OFHmzatInMzEzGjh1LdnY2b7311mn7643vhcvGSI/y5ptvmsLCQjNy5Miux7Kzs82OHTuMMcasWrXK/OpXvzLGGONwOMzo0aPNvn37jDHG1NTUGKfT2fV9f/7zn81tt9122r56g0vpwRe9//77ZvDgwac95gs9WLNmjbn11luNMcacPHnSDBo0yBw7dqzr+x577DFz2223mW9+85vddwCXwaX04IknnjDf+973jDHGVFZWmnHjxhmXy9X1fb31dVBWVmYKCwuNMcY0NjaaoUOHmoMHD5r77rvPLF++3BhjzPLly83Pf/5zY4wxW7duNdOnTzdut9u8/fbbZvz48aft75577jG33XabWbJkSfceyNdwqT2orKw07777rvnFL35hfvOb35yxv974frjUHuzatcvU1dUZY4zJz88/43XgCz1oamoybrfbGGPM/v37zfDhw0/bX298L1wuCn490LFjx077gAoLC+t6AX/22WcmIyPDGNP5S37+/Pln3UdTU5O56qqrzMGDB3vdh50xF9+DL/q3f/s384tf/KLra1/pwdq1a82sWbOMw+EwNTU1ZujQoaa2ttYYY0xxcbGZNm2a2bZtW6/6JX/KxfbgrrvuMi+88ELXdtOmTTMFBQXGmN7/Ovii2bNnm7/97W9m2LBhpqyszBjT+YE4bNgwY4wxubm5Zu3atV3bf3G73bt3m1tvvdU8++yzvfrD7kI9OOXf//3fzwh+vf39cMrF9sAYY+rq6kxiYmLX177Yg//93/816enpXV/3lffCV6VTvb3AqFGj2Lx5MwAbNmyguLgYgE8++QSLxcKNN97IuHHjeOSRR7q+59e//jU//elPsdlsXqn5cjtXD75o/fr13HbbbV1f+0oP5s6dS2hoKAkJCQwcOJCf/exnREdHA3DvvffyyCOP4OfXN97q5+rBmDFj2LRpE06nk2PHjlFYWNj1XF95HRw/fpy9e/cyYcIEKisrSUhIACAhIYGqqioASktLGTBgQNf3JCcnU1paitvt5qc//Sm/+c1vvFL75XIxPTifvvB+uNQerFq1ihkzZnR97Us92LhxI+np6Xzzm9/kmWeeAegz74Wvo/f+z/uQZ555hieffJKsrCyampoIDAwEwOl08tZbb7FmzRreeustNm7cyLZt29i3bx9FRUXMmTPHy5VfPufqwSkFBQXYbLaua7h8qQfvvvsu/v7+lJWVcezYMR577DGOHj3Kli1biI+P71P3sjpXD+644w6Sk5PJzs7m3nvv5corryQgIKDPvA6am5u5+eab+d3vfkd4ePg5tzNnuTuXxWLhqaeeYubMmaeFwt7mYntwLn3h/XCpPXjjjTdYtWoVDz/8MOB7PZgzZw6HDh3i5Zdf5te//jVAn3gvfF0B3i5ALiw9PZ2//e1vQOco39atW4HOv+avvvpqYmNjAZg5cyZ79uzBbrdTWFhISkoKTqeTqqoqcnJyznrBe29xrh6csm7dutNG+95++22f6cHatWuZPn06VquV+Ph4rrrqKnbv3s3evXvZvHkz+fn5tLW10djYyO23387q1au9eRhfy7l6EBAQwOOPP9613ZVXXsnQoUN58803e/3rwOFwcPPNNzN//nxuuukmAPr160d5eTkJCQmUl5cTHx8PdP5O+OJoeElJCYmJibz99tvs3LmTp556iubmZjo6OrDb7Tz00ENeOaZLdSk9OJddu3b16vfDpfbg/fff5wc/+AGvvvoqMTExgO/14JSpU6dy5MgRampqev174bLw9rlmOdOXr2uqrKw0xhjjcrnMggULzKpVq4wxndduXHHFFebkyZPG4XCYa6+91mzZsuW8++otLrYHpx5LSkoyR44cuah99RYX24OHHnrIfO973zNut9s0NzebjIwMs3///tP29cYbb/TK63kutgcnT540zc3Nxhhj/va3v5kpU6ZccF+9gdvtNgsWLDBLly497fGf/exnp13Qft999xljjNmyZctpkzu+8Y1vnLHP3nZd06X24JSzXeN3Sm97P1xqDz799FMzZMgQs2vXrnPus6/34PDhw13XAxcWFprExMSur0/pbe+Fy0XBr4eZN2+e6d+/vwkICDBJSUlm5cqV5ne/+50ZOnSoGTp0qFm2bNlpL94XXnjBjBgxwowcOfKMX3zG9M4Pu0vtwRtvvGEmTJhwzv319R40NTWZuXPnmhEjRpiMjAzzyCOPnLG/3vZL3phL68GxY8fMsGHDTHp6urn22mvN8ePHz9hfb3wd7Ny50wBm9OjRZsyYMWbMmDFm69atpqamxkybNs2kpaWZadOmdU3mcbvd5q677jKpqalm1KhR5r333jtjn73tw+5Se1BeXm6SkpJMWFiYiYiIMElJSaahoeG0ffa298Ol9uDOO+80kZGRXdtmZWWdsc++3oOHHnrIjBgxwowZM8ZMnDjR7Ny584x99rb3wuWiJdtEREREfIQmd4iIiIj4CAU/ERERER+h4CciIiLiIxT8RERERHyEgp+IiIiIj1DwExH5mh544AEeffRRb5chInJBCn4iIiIiPkLBT0TkK/jP//xPhg8fznXXXcfHH38MwO9//3tGjBhBZmYm8+bN83KFIiJn0lq9IiKXqLCwkHXr1rF3716cTifjxo0jKyuLhx56iGPHjhEUFER9fb23yxQROYNG/ERELtHOnTuZM2cONpuN8PBwZs+eDUBmZibz589n9erVBATo72oR6XkU/EREvgKLxXLGY1u3bmXJkiUUFhaSlZWF0+n0QmUiIuem4CcicommTp3Kxo0baW1tpampiVdeeQW3201xcTHXXHMNjzzyCPX19TQ3N3u7VBGR0+hchIjIJRo3bhy33norY8eOZdCgQUyZMgWLxcLtt99OQ0MDxhh+/OMfExkZ6e1SRUROYzHGGG8XISIiIiKep1O9IiIiIj5CwU9ERETERyj4iYiIiPgIBT8RERERH6HgJyIiIuIjFPxEREREfISCn4iIiIiPUPATERER8REKfiIiIiI+QsFPRERExEco+ImIiIj4iABvF/B1xMbGkpKS0i0/y+FwYLVau+Vn+RL11fPUY89Tj7uH+ux56rHndUePjx8/Tk1NzVmf69XBLyUlhd27d3fLzyorKyMxMbFbfpYvUV89Tz32PPW4e6jPnqcee1539Dg7O/ucz+lUr4iIiIiPUPATERER8REKfiIiIiI+QsFPRERExEf06skdIuJ9TpebDpebDpfBbQyhgf4EBfh7uywRETmLHhX82tramDp1Ku3t7TidTubOncuDDz7o7bJEfFq708Un1Sf5pLqZw9UnOVxzkiO1LZQ3tlHV3EF9q+OM77H6WYgIsZISFcLQuFCGxdkZPzCSiYOiiLYFeuEoREQEeljwCwoKYvv27djtdhwOB5MnT2bGjBlMnDjR26WJ+IR2p4sD5U0UljRQWFLP7uIGPqhoxOEyXdvE2KwMiAxhUGQIYxPDiQyxEujvh9XfDz8LtDpcnOxw0dDmpKyxjX8crWP9vjLcn+9ieFwos0f259uj+jNhUBT+fhYvHa2IiO/pUcHPYrFgt9uBzhscOhwOLBZ9KIh4QrvTxQflTew5R8gLCwogI97ObWOTGBYXSkq0jZH9w0iOCCY82EpgwMVdIuxyG0obWtl5tJZ3Pq3n3eJ6fvuPo/xmxxHi7YF8f/xA/p8JAxkSG+rJwxUREXpY8ANwuVxkZWVRVFTEkiVLmDBhwmnP5+XlkZeXB0BFRQVlZWXdUld1dXW3/Bxfo756XnV1Na0ONx9Wt/BBVQsfVHb++7i2Fae7cxt7oB9Do4O5aXgkQ2OCGRkXQkacjShbIAGnjcidpKPxJDWNl1ZDAHBNgj/XJMTAxBiqmjvY9FEtfz3SwG/eKOLh7UVcOcDOj8YnMGVQWK/7g0+v4+6hPnueeux53u6xxRhjLrxZ96uvr2fOnDn813/9F6NGjTrrNtnZ2Vq5o5dTXy+/5nYn+0ob2FPaQGFJA+8er+FwXTuuz8+1RgR3juSlx9tJ72dnRHwYY5PCiQ8L8sqkjE+qmvndzqNs2F9OzckORvUP44Ebh3HT6IReEwD1Ou4e6rPnqcee110rd5wrH/W4Eb9TIiMjycnJ4a9//es5g5+Ir2vpcLK3tJHdxfXs/vx07cfVzZz6cy7GZmVIZCDfy07uCnsj+4cRHxaELbBnvP2Hxdt56uZMHvvWCB7/x1Gefucz5j5fSGZCGI/NHsl1w+K8XaKISJ/RM37zf666uhqr1UpkZCStra28/vrrLFu2zNtlifQYx+ta2FFUy85jtbz3WT0HK5u6Jk3EhQaS3s/O1NSBZMTbGdE/jBH9wnA01jJ4YLJ3C78IIYEB/OK6Yfz8mjQe/8dRfvvmUa5/+h2uGRLDf38nk2Fxdm+XKCLS6/Wo4FdeXs6iRYtwuVy43W5uueUWZs2a5e2yRLymodXB1o8qee3jat48UsunJ1qBztO1I/uHcef4gWT0szMmMZyR/cOJtlmx+p8+6aKspXfdpz3A34/7rknjR5NTeOC1T3hi13FGPrKDe6cM5oEbhxMa1KN+bYmI9Co96jdoZmYme/fu9XYZIl5V0djGpoMVbPyggu1FNThchsiQALKSI7llTCJZyRFMHBRFQnjwRc+s7Y2CrQE8NGsEd09O4YcvfcCjbx7lhcISfj9nFN8Zk9hrrv8TEelJelTwE/FVDpebLR9WsqrgM149VIXbwIDIYOaNTSJnSAzXpMWQHBlyxmieL0iOtLHlBxN47VAV92w8wK0v7OH590pYdesY+ocHe7s8EZFeRcFPxItqT3bw328f54m3jlPR1E5caCCLsgcwPT2Oqakx9AsL0sjW525Mj+fgz3P45auH+N0/jjL8oTd4/Nsj+f43BqhHIiIXScFPxAvKGtpYvu0wq979jFaHm0mDovjXaWnMzIhnSEwoflrN4qwC/P14eNYIbs9K4vY1+7hz/X7WFJbw/G1XkBwZ4u3yRER6PAU/kW5U1dTOQ9uL+MP/HsfhNsxMj2f+uCRuTI8nMsTq7fJ6jdEJEez5yVT+8/VPWL6tiPSH3+Cxb40gd9Igjf6JiJyHgp9IN2h3uvj9zmP8n78f5mSHk29m9OPOCQO4flhcj7mfXm/j72fh/huG850xiSxYu5cf/vkDXnq/nNXzx9EvLMjb5YmI9Ej6xBHxsPyPKrln4wGO1LYwZXA0S6cM5sb0eOy6LcllkdEvjHeXTuH/+/snPLStiPSHt/PH74xh7hitPiAi8mW+N0VQpJtUNbVz2wuFfHPlu7iN4Yk5o/jL97K5eUyiQt9l5udn4YEbh/PO0qvoHxbMd/5UyG0vFNLY5vB2aSIiPYo+fUQuM2MMLxSW8ONNB2lqd/LDSYO4e3IKI/uHe7u0Pm9sUiT7f3o1P9l0kD+8fZw3j9ay5rvjuGZorLdLExHpETTiJ3IZlTW0MT2vgEUv7mNAZAhr54/jd98eqdDXjQID/Hji5tH8/f+dSICfhWv/+23u2fgB7U6Xt0sTEfE6jfiJXCZbPqzkey/u5WSHi59fM4QlV6UwMMrm7bJ81rShcRy8L4c7/2c///XWcV47VM2GRdlkJiqEi4jv0oifyNfU5nCx9OUDfGvVu8TYAln93Sv4P9PTFfp6gLBgK/+zMJt1C8ZR29JB1uP/4P/8/WNcbuPt0kREvEIjfiJfw6HKJuat3sP+skZuG5vI/TcMI71fmLfLki+5dWwS1wyJ5bbVhdz/10/YfLCS/1mQzeAYhXMR8S0a8RP5CowxrCr4jKzHd/LpiRYenz2CP94yRqGvB4sPC+L1H07iv+aM4qPKZkY/uoNn3/0MYzT6JyK+Q8FP5BLVtzqY98IefvA/+xnVP4z1C7JYOjWVUN2ipcezWCzcPXkwe38ylaGxodyxfj83Pfce9a267YuI+IYeE/yKi4u55ppryMjIYOTIkaxYscLbJYmc4X+P1TH2sTf58/tl3H1VCi9//xvcMDxey4T1MkPj7Oz+8VR+dnUqrxysJP3hN3jjcI23yxIR8bgeE/wCAgJ47LHH+Oijj3jnnXd48skn+fDDD71dlsj/396dB0RV7n8cfw/7oiCLKJvggqIsIquAG4JoqZiampq5Uy5tlpZ1K225daubad40yi0zNU3TrCx3UVHczQ1JxQ1BUEFZZJvn94c3fnnNDRlmgO/rL2GG53z4Mp75znPOeQ4AZVrFe+tP0OHzHZSWKeb0b83Hca1wtrXQdzRR+ignNgAAIABJREFUQcZGGj6K82Hj2AjMjG8u+zJh1RGKS7X6jiaEEDpjMI2fs7MzgYGBANStW5eWLVty4cIFPacSAs7nFBIzO4l//JJCjJcjy4YGMTS0EeYmxvqOJipBhyYOHJ0URR+/hkzbeorAT7aQcilP37GEEEInDPKkpLS0NPbv309YWNhtjyUkJJCQkABARkYG6enpVZIpKyurSrZT2xh6XX/7I4cXf03jRqmWieENGBrghJ3ZjSp73VUGQ6+xoZgR60pHN3Ne33COgI8382YnN55qXf++DuNLjauG1Fn3pMa6p+8aG1zjl5eXR9++ffn000+xsbl9odX4+Hji4+MBCA4OxsWl6m7EXpXbqk0Msa4FxaW8tPoos5PO0KK+Nf981JuePg0xNTaYSfIHYog1NkTPurjwWFAzHv96L69tOMeW8zf4ZlAbHOuY3/NnpcZVQ+qse1Jj3dNnjQ3qXaykpIS+ffsyePBg+vTpo+84opbaey6HwE+28kXSGYYEubLsqWD6+LtU26ZPPBh3OyuSnm3Hm1282PhHNq0+3MyWP+TCDyFEzWAw72RKKUaOHEnLli2ZMGGCvuOIWqhMq/hgQyptZ2zjamEJn/f1Y0ZvP/zkFl+1jpGRhqndvEkcF4mFqRHRs5N4+7cUtHLHDyFENWcwjd/27dtZuHAhGzduJCAggICAAH7++Wd9xxK1xNmrBXSetYPJPx+nU1MHFj8ZyOi2HtSzNNV3NKFHYR52/P5yR6K96vPWryeImZ3E5fxifccSQogKM5hz/Nq1aycr6Isqp9Uqvtp1lolrjlKmVUyJbc6osEa41rPUdzRhIGwtzVgbH8a/Nv7Bm7+m4PPRZr5/KpjIJvb6jiaEEA/MYGb8hKhqf2TnEz07iaeXH6K5ozWLBrdhcrSXNH3iNhqNhlejvdg8NhwTjYaOs3bw4cY/5MOqEKLaMZgZPyGqSmmZlumJp3lj7XGMNBpej27G6LaN8LC31nc0YeAiPB34fWJH+szfwys/HWPv+RwWDGyj71hCCHHfpPETtUriqcuMX3GYQxev0b6JPZM7NyPaqz5mJjL5Le6PnZUZG54JZ+KPR/lk6ymOZeYxL84TWQBDCFEdyLudqBXSc28w+Jt9dPjPDjLzivjgUW+WPhnIIy0bSNMnHpiRkYZ/9/Lh28GBnLxcQOzXR0k8dVnfsYQQ4p5kxk/UaAXFpcxIPM1761MpLtMyMtSdUW0bEepuh5HRve/IIMTdDAx0pWWDOnRPSCJ6dhIJ/fwZFtJI37GEEOKOpPETNVJJmZa5yWeZ+tsJLl4ron0Te17q0IQuLepjZSYve1F5Alxt+XVIS4auTmP4koOczC7g7W4t7utWb0IIUdXkHVDUKFqtYvmhi/zjl+OkZufj72zD211b8Jhvw/u67ZYQFWFvZcqO59rRb8Fe3l2fyh+X8/l6YBu524sQwuBI4ydqhNIyLd8dTOe99akczcyjiYMV/+7Zin6tnXG3s9J3PFELmJsYs2pECBNWHeHTxNOcu1rIz6PDsLGQRcCFEIZDGj9RrRWXalm07zz/3JDKH9kFNHGw4t1uLRgQ4EpTRys53CaqlEajYdpjvjR1tOaFVUcIm76NLWMjcKors81CCMMgjZ+olq4UFJOQdIaZ29O4kHsDb6c6fNSjJb39nGniIA2f0K/x7RrjYmPOoEX7CZmeyJYx4Xg6yDqRQgj9k8ZPVCupWXlMTzzNvORzFJSUEdqoHpM6NaW3X0M5pCsMSh9/F36xNCNubjJtZ2xjwzPh+Djb6DuWEKKWk8ZPGDytVrEhNZuZ20/z49FMTIw0dGvhxOBAVzp7OVJfLtoQBirKy5Et4yKJ/SKJyJnb+WV0GOGeco9fIYT+SOMnDNaVgmLm7z7H7B1nSM3Op56lCaNCG9HX35l2je2xNpeXrzB8gW627Hi2HZ1nJdHli538MjqM9k0c9B1LCFFLyTunMChKKXafy2HWjjMs2X+BG6VaWrvY8E63FsS1akCrhnUxkSUyRDXT3KkOSc9FEvHZdrol7OKnUaF0auao71hCiFrIoBq/ESNGsGbNGpycnDh8+LC+44gqVFBcyuL96czakcbe87lYmhrRvaUTj/u70KmZAw1tLPQdUYiH4m5nxc7n2xExYzvdv0rmx5EhdPaqr+9YQohaxqCmToYNG8batWv1HUNUodTLhbzww2Fc317HqO8OklNYwitRTfktvi0LBwfyRKCrNH2ixnC1tSTpuXbUr2NGjznJrE/J0nckIUQtY1Azfh06dCAtLU3fMYSO5ReV8t3BdL7adZYdaVcxMdIQ7eXI4/7OxDavj7udpSzHImosF1sLkp5rR8SMbfScm8yq4SHEejvpO5YQopYwqMbvfiQkJJCQkABARkYG6enpVbLdrCz5ZP4wlFIcyizg29+z+eH4FfKKtTSyMWNYSyu6+zSkjYsNlqbGcCOHixdz9B23RpHXru5VpMY/DPCi1+LjxM1NZt5jTenoaauDZDWLvJZ1T2qse/qucbVr/OLj44mPjwcgODgYFxeXKtt2VW6rprhaUMyifRf4atdZDqZfw9zEiC5ejjzm15AYL0dMCnNwdXXVd8waT167uvegNXYBkl9sSPhn2xi5+hS/jAqjo1zwcU/yWtY9qbHu6bPG1a7xE4ZPq1VsPnmZuclnWX7oIkWlWlo61eHVzs14tKUTQW62WJndfOmlp+fqOa0Q+uNU15zt4yMJnZ5IjznJbHgmnFAPO33HEkLUYNL4iUpzNOM6C/ee55u95zmfe4M6ZsbE+TSgl09Dopo54mxjLufuCfE/GtpYsG18JGHTt9H1y51sGRuBv4sc9hVC6IZBNX4DBw5k8+bNZGdn4+bmxtSpUxk5cqS+Y4m7yLxexOL9F1i49zz7zudirIG2HnaMifDgEW8nfBraYGZiUBePC2FwGtlZsWVsOBGfbSd69k62j4+kuVMdfccSQtRABtX4LV68WN8RxH24UlDMqsMZfHcwnXUnsinTKlo61eGljk2IbV6fMA87bC1N9R1TiGqluVNdNo0Jp/1/dtDp8x0kPdcOD3u5/7QQonIZVOMnDFd2XhE/HM5g2cGLbPwjm1KtwsXGnKeC3Hi0pRPtGtvToK4cyhXiYfi52PLb023pPCuJDp/vYNdz7WQdSyFEpZLGT9zRhdxC1hzNZNnBi2w+eZkyrcLN1oLBga7EeDnSoYkDbvUsMTKSZk+IyhLayI6fRoXSLWEXnT7fQfIL7bGxkBl0IUTlkMZPlCsp05KUdpVfjl/i52OXOHTxGgCN7CwZGuxGdDNHIhvb4VbPCmNp9oTQmY5NHVk6JIg+C/YQPTuJxHGRWJga6zuWEKIGkMavlrt47QZr/9vorTuRRe6NUoyNNAS42PBsO08iPe1p19geZxsLmdkTogrF+Tbky37+jFh6kJ5zklkb31Y+cAkhHpo0frVMaZmWXWdz/jurl8n+Czdn9RytzejU1IHIxva09bDDp2Fd7K3M9JxWiNpteGgjMq8XMfnn4wz5dh+LBgfKebRCiIcijV8tkHm9iF9Tbs7q/ZaSxdXCEow14O9iw7gITyIb2xHiXg93O0vMTeRwkhCG5NVoLzLzivh062mc6pjz6WO++o4khKjGpPGrgcq0it3ncvj5WCa/HL/EnnM3747hYGVKu8b2RHraEe5hT6uGdXCwNpMZBCEM3CdxPly6XsT0xNM0qGPO5BgvfUcSQlRT0vjVENdulPBbShZrjmby87FLZOUXY6QB34Y2PBPuQbvG9oR72uFmaykLKgtRzWg0GhYMbEN2fgmv/3KcBnXNGRHWSN+xhBDVkDR+1VhqVh5rjmby07FLbDl5mVKtwsbchAhPO9o1tqdDUwf8nG2oJ4spC1HtmRgb8cOIEDr8ZztPLz+Eo7Upcb7O+o4lhKhmpPGrRpRSJJ/N4ftDF1l1JIMTWfkANLG3YlAbV9o3sSeqmQMedlaYGMusnhA1jaWpMeufDid0eiIDv9nPxjEWhHnY6TuWEKIaqVDj9/LLLzN8+HB8fHwqO4/4H1qtYkfaFZYfusiK3y9yLucGJkYagt1smdipKe0a2xPhaYdjHXN9RxVCVAFbS1M2jYkgaNpWun+1i13Pt6epo7W+YwkhqokKNX7e3t7Ex8dTWlrK8OHDGThwILa2tpWdrdbSahVbT11m2cGLrPz9IhevF2FmrKGthx0jQxsR09yR1i621DGXCVshaiMXWwvWP92W8M+2EzM7iT0vtsfBWj78CSHurUKdw6hRoxg1ahQpKSnMmzcPf39/IiMjGT16NFFRUZWdsVZQSnEw/RqL9l1g8f4LXMi9gYWJEZGN7RnfzpPY5vXxdbaR1fuFEAD4ONuwakQIXRN2Ej17J0nPtcNS9g9CiHuo8JRRWVkZx48f5/jx4zg6OtK6dWs++eQTvvjiC5YsWVKZGWu005cL+Hb/eRbtvcCxS3kYG2mI8LRjXIQnXb3r06pBXWn2hBB/K6qZI/OfCODJRfvpOSeZX+XuHkKIe6hQ4zdhwgRWr15NdHQ0r732GqGhoQC88sortGjRosJh1q5dy/PPP09ZWRmjRo3i1VdfrfBYhuzajRK+O5DO/N3n2J52FYAAFxte7dyMR1s6EeRmi5WZHMYVQtzboEA3zuUU8upPxxm59ADzngiQtTmFEHdUoe7C19eXd999Fysrq9seS05OrlCQsrIyxo0bx7p163BzcyMkJIS4uDhatWpVofEMjVKKbaevMGfXWZYdvEhBSRmedpY3Z/Za1Kd9UwdZdkUIUSGvdPYi7Uohs5PO0MjOkre7ees7khDCQD1Q47dv3z4AAgICOH78+G2PBwYGVvgij+TkZJo1a0aTJk0AeOKJJ1i1alW1b/wu5Bby9Z7zzE0+yx/ZBVibGdO1RX3ifBoQ26I+zjYW8ulcCPHQ/tPHjwu5N3hnXSqN6lkyqq2HviMJIQzQAzV+L7300h0f02g0bNy4scJBLly4gLu7e/nXbm5u7Nq167bnJSQkkJCQAEBGRgbp6ekV3uaDyMrKuu/napViS9o1vj6YxfpTuWgV+DtZMimiIV2b1qOZoxUmRhrIv8rFfB2GrgYepK6iYqTGumcoNf60iwvnr1xn7Pe/Y1WWT6fG9fQdqVIZSp1rMqmx7um7xg/U+G3atAmtVktSUhKRkZGVGkQpddv3/m4mLD4+nvj4eACCg4NxcXGp1Bx3c69tZecVMW/3Ob5IOsPJywXYW5kyNNidOJ8GdGzqgJ2VWRUlrV6q8m9YW0mNdc9QarxhnBPBnyby9Jo0toyLINCtZjV/hlLnmkxqrHv6rPEDn+NnZGTEyy+/TFJSUqUGcXNz49y5c+Vfnz9/vlq8+JRS7Dqbw6wdaSw9kE5RqZZAVxv++Yg3vfwa0qJ+HbnKTghRZeyszNg0JpygaYk8+uUukp9vTyP728/HFkLUThW6r1dsbCzff//9387SVVRISAipqamcPn2a4uJilixZQlxcXKWNX9lKyrR8u+88IZ8mEj5jG8sPXiSuVQOWPBnI+mfCmRzjRasGdaXpE0JUuUZ2Vqx7ui15xWVEf5FEbmGJviMJIQxEha7q/eSTT8jPz8fExAQLCwuUUmg0Gq5du1bxICYmzJw5k65du1JWVsaIESMM8pZwuYUlfLnzLDO2neJczg087Cx5JaopffydaeNqi6ncI1cIYQACXG35fmgw3eckEzM7iW3PRmJuImuCClHbVajxu379emXnAODRRx/l0Ucf1cnYD+v8tSI+3n2Er3ad5XpRKUFutkzo0ITefs40srOUK3OFEAanq7cTCf38Gbn0IP2/3ssPw0NkXyVELVfhVYKvXr1KamoqN27cKP9ehw4dKiWUITmfU8jLPx5l+cGbVw93aV6fwYGudG/VQC7WEEIYvBGhjTh1uYD31qcyYfURpvXy1XckIWqtyjxFrqIq1Ph99dVXTJ8+nfPnzxMQEMDOnTsJDw9/qOVcDJW1mTFbT12mj7cdQyO8iGrmIHfVEEJUK+90a8Gp7Hw+3Xqapg7WjG/XWN+RhKhVdpy+wjvrT9Db15keHvq9WUOFTkibPn06u3fvxsPDg02bNrF//37q169f2dkMgp2VGWdej2baI43p3qqBNH1CiGpHo9GwYFAbIj3teGHVEdYcydB3JCFqha0nLxMzO4nImdvZeeYqZ68W6DtSxRo/CwsLLCwsACgqKsLb25uUlJRKDWZITE2M5bwYIUS1ZmpsxE+jwvC0s2TgN/s4mJ6r70hC1FjJZ68S+0USHT/fwYELubzQvjG/xYczpWsLfUer2KFeNzc3cnJyeOyxx+jSpQt2dnbVYs09IYSozWwtTdnwTDhB07bySMIu9rzQHpd6lvqOJUSNcSj9Gm+sPc7qI5nUszThhQ6NGRLoRmtXW4NZ3q1Cjd/KlSsBmDJlClFRUeTm5tKtW7dKDSaEEKLyedhb8cvoMDr8ZwddEnaS/Hx7rM3lFBYhHkbKpTze+jWFpQfSqWNmzDPhHgwPdSfIrZ7BNHx/qvD/9m3btpGamsrw4cPJysriwoULNG4sJwwLIYShC2lkx7dPBvL4gj30mJPM+mfCDe7NSYjq4HxOIW+uTWHBnnOYmxgxPMSdEaHuhHvaG+z/qQo1flOnTmXPnj2kpKQwfPhwSkpKePLJJ9m+fXtl5xNCCKEDvf2c+Vf3lkxcc4xRSw8wb2AbfUcSotq4dqOEf238g0+2nKJMKQYEuDA8xJ1OzRwN/kYOFT7Uu3//fgIDA4GbNxvW1aLOQgghdOPlqGacvFzA7KQzNHO05vUuzfUdSQiDVlKm5cudZ5nyawpZ+cU84l2fsRGeRDevj6Vp9bgzToUaPzMzMzQaTfmVrvn5+ZUaSgghRNWY2cePU5cLeGNtCk0drXmijau+IwlhcJRS/Hgkk0lrjpKSlU+gqy3/jmtFL9+G2Fjod12+B1Wh+cj+/fvz9NNPk5OTw5dffklMTAyjR4+u7GxCCCF0zNhIw4phwfg2rMvwJQdISrui70hCGJQ953KImpVEr3m7uVGq5ZO4Vvw8KpQhwe7VrumDCs74mZubExMTg42NDSkpKbz99tt06dKlsrMJIYSoAtbmJqx7Jpw2/95CzznJJL/QniYO1vqOJYRenbtayOSfj7Fo3wXsLE15Naopw0Mb0dypjr6jPZQKzfhlZmYyefJkzpw5Q0xMDDExMZWdSwghRBVqUNecdU+3pahUS5cvdpJbWKLvSELoRUFxKVN/TaHFvzay/OBFhoe489OoUN57tGW1b/qggo3fu+++S2pqKiNHjmT+/Pl4eXnx2muvcfLkycrOJ4QQoor4ONuwYlgwZ64WEvvFTopLtfqOJESVUUqxeN8FvP+1iSm/naBdY3uWDw3i875+hHvaY2Sgy7M8qApfc6zRaGjYsCENGzbExMSEq1ev8vjjjzNp0qTKzCeEEKIKdWnhxKy+fiSfy2HgN3tRSuk7khA6t/tsDu1mbmfQon1Ym5nwZT9/lg4JoodPQyyqydW696tCjd+MGTMICgpi0qRJREZG8vvvvzNr1iz27t3L999//8DjLVu2DB8fH4yMjNizZ09FIgkhhKgko9t6MLFTU1b8nsEra47pO44QOpOee4Ohi/cTOj2RlEt5vNHFi7WjwxjV1gM7KzN9x9OJCl3ckZ2dzYoVK/Dw8Ljl+0ZGRqxZs+aBx/P19WXFihU8/fTTFYkjhBCikv2rR0tOXs7no80naeZoTXy4x71/SIhqorCkjE+2nOT9DX9QXKZlaLAbz4R7ENrIrsYc0r2TCjV+b7/99h0fa9my5QOPV5GfEUIIoTsajYZvnwykw8wdjF/5O43tLenSwknfsYR4KEopvj90kZd/PMqZq4VENXXg+faN6ertVOMO6d5Jtbszd0JCAgkJCQBkZGSQnp5eJdvNysqqku3UNlJX3ZMa615NrvG8OA8eWXiMvvN38+Mgb7wcLPWWpSbX2VDU5Bofzizgrc3n2Hk+jyb1zPg4xo0eLeypa6G4kpVZZTn0XeMqa/xiYmLIyMi47fvvvfcevXr1uu9x4uPjiY+PByA4OBgXF5dKy3gvVbmt2kTqqntSY92rqTV2ATaNcyBkeiKDV55i7wvtaWBjob88NbTOhqSm1TjzehH/+OU4c5LPYmthwuTOzRgV1ogmjvpbq1KfNa6yxm/9+vVVtSkhhBCVqImjNWtGhhI1K4mYL3aS/EL7anNfUlF7FZWWMSPxNO+sS6WgpIxBbVx5OtyDCE97jGv4eXx3U+HlXIQQQtQe4Z72LHgigCMZ1+k1dzdarSzzIgyTUooffr+Iz4ebmbTmGAEuNnw3JJAv+7emfROHWt30gYE0fitXrsTNzY2kpCS6d+9O165d9R1JCCHE/xjQxpV3H/Fm3Yksxn5/SN9xhLjN0YzrxH6xk97z96AUzOzty4phwfTxd5FZ6v8yiIs7evfuTe/evfUdQwghxD1Mjm7GH9n5fLHzLE0drZkY1UzfkYTg2o0Spv52ghmJp7E0NeblTk0YFdaIFk519R3N4BhE4yeEEKJ60Gg0fNm/NWeuFvDqT8do4mBFX/+adTGAqD60WsU3+84z6cdjXMor4jHfhoyN8KBTM0dMjA3ioKbBkcZPCCHEAzE20rB6RCghnyYy5Nv9uNtaEuphp+9YopbZfz6X8St/Z0faVXwb1uWjni15zNeZuhbS2tyNtMNCCCEemLW5CRvGhGNrYUr3OcmcuVKg70iilricX8yY5YcI+nQrxzLzeLOLFz+PDmVIsLs0ffdBGj8hhBAV4mxjwW/xbSksKSN6dhK5hSX6jiRqMK1W8eXOMzT/YCNf7jzDE61dWDUihLdiW+Bez0rf8aoNafyEEEJUmJ+LDcuHBpN2tZBuX+6kpEyr70iiBjqacZ2On+8gftkhPO0sWTT4/5dnqen31q1s0vgJIYR4KN28nfisty87z+QweNE+lJI1/kTluFFSxhu/HCfgky38fvEab3bxYtWIEAa0ccXaXA7rVoRUTQghxEMbE+HJyex8/r3lFE3sj/FBj1b6jiSquU1/ZPP0skOkZufziLcTEzo0Jsqrfq1fgPlhSeMnhBCiUnzUsxWnrxTwr00n8bCzYkykp74jiWrocn4xL/94lPm7z+Fma8HM3r48GeSGraWpvqPVCNL4CSGEqBQajYZvnwyk86wknl35Ow3qmtFH1vgTD2DFoYs8s/wQVwpLGB7izvPtG9Pa1VbfsWoUOcdPCCFEpTE3MWbt6LY0r1+HQYv2s+3UZX1HEtXA5fxiBn2zj74L9uBobcaiQW2Y2cdXmj4dkMZPCCFEpaprYcLmsRE41TGjx5xkjly8pu9IwoCtPpyBz4ebWXYwnWfCPVg5PJgBbVyxMpODkrogjZ8QQohK51TXnE1jwjEx0hD9xU7OXZUFnsWtrhYUM3TxfnrN242thQlfDwxgWi8fub+ujknjJ4QQQieaOtbh1/i25BWV0unzJK4UFOs7kjAQvxzLxPejzSzae55RYe6sGhnCwEA3LEyN9R2txpPGTwghhM4EuddjxbBgzuUWEj0riYLiUn1HEnpUWFLG+BW/8+hXyViYGjP/iQBm9PbDW2b5qoxBNH4TJ07E29sbf39/evfuTU5Ojr4jCSGEqCSxLZyYN6A1B9Ov0eOrZErl7h610pGM64R+msh/tqcxqI0rK4cG82SwO5Yyy1elDKLx69KlC4cPH+bQoUM0b96c999/X9+RhBBCVKLBQe58HNeKTScv0+/rPWi1cneP2kIpxewdaQRP20r6tRvMeMyHWY/74S9X7OqFQTR+sbGxmJjcvHqnbdu2nD9/Xs+JhBBCVLYJHZvyWnQzfjicyVOL98ut3WqBKwXF9Jm/hzHf/04bV1sWDw5kXGRjbCxkMWZ9MbhrpefOncuAAQPu+HhCQgIJCQkAZGRkkJ6eXiW5srKyqmQ7tY3UVfekxronNb5/4wJsuXSlPl/tu4Cm5AYfdPFAo7m/W3BJnXWvMmucdO46z/58mqyCEp4OdGRsqDOO1qVkZFystG1UR/p+HVdZ4xcTE0NGRsZt33/vvffo1atX+b9NTEwYPHjwHceJj48nPj4egODgYFxcqm5V+KrcVm0iddU9qbHuSY3vX8JgZ5TZQebsOkd9Oxs+6eV73z8rdda9h61xaZmWt9ed4N31qbjbWjJvgA/9A1wxMzGIg4wGQZ+v4ypr/NavX3/XxxcsWMCaNWvYsGHDfX/6E0IIUf1oNBq+7NeagqIypm09jbWZCe884q3vWKISpF0pYPCifexIu0rPVg2Y0rU5gW719B1L/IVBHOpdu3Yt//rXv9iyZQtWVlb6jiOEEELHNBoNCwcHUlhaxrvrU7EyM2ZytJe+Y4mHsHT/BZ5efohSreLdbi0Y164x9SzlXD5DYxCN3/jx4ykqKqJLly7AzQs8Zs+eredUQgghdMnYSMOyp4LpMSeZ134+jrGRhklRzfQdSzyg/KJSnvvhMHOTz+HXsC7vPuJN91YNMDaSo3eGyCAavz/++EPfEYQQQuiBibERq0eE0mPOLl5Zc4zSMsVrMTLzV13sP5/LE9/sJTUrnxGh7kzu3Ixm9evoO5a4C4No/IQQQtReZiZG/DQqjLi5ybz+y3GKy7RM6dpC37HEXWi1iumJp3j1p2PYWpgyq68fTwa5YW0ubYWhk7+QEEIIvTM1NuLHEaH0nr+Hqb+doLhUyz+7t9R3LPE3Mq8XMXzJAX45fokOTex5s0tzOns5yoWZ1YQ0fkIIIQyCibERPwwPod/Xe3h/4x8Ul2n5qGcraSgMyC/HMhm25AA5hSW8EtWU59o3xsXWUt+xxAOQxk8IIYTBMDbSsPypYAYu2su/t5ziRomWz/r4SvOnZzdKynj1p2NMTzxNUwcrZjzmSy/fhljIfXarHWn8hBBCGBQjIw2LBwdhbryf/+xII+dGCQsGttF3rFpqXt/uAAAZrUlEQVTrSMZ1Bn2zj0MXr/FEgAsvd2pKkLuszVddSeMnhBDC4BgZaVgwsA32VmZMTzxNdn4xn3dz03esWkUpxawdZ3hp9RGszIz5tJcPQ4LdsLcy03c08RCk8RNCCGGQNBoNnz7mi1MdM17/JYXHc/PZNL4BtrIosM5l5RUxculBfjyaSYSnHW/99wIOE2O57Vp1J42fEEIIg/ZaTHPq1zFnzPJDhE5PZPPYCJxtLPQdq8ZadTiD+GUHuVpYwssdmzC+nSce9tb6jiUqibTuQgghDN7oth58GdeEczmFBH6ylUPpufqOVOPkFJbw/C+neWzebuwsTVk4sA1vP+ItTV8NI42fEEKIaqFrMzs2jYmgTKuI+Gw7Px3N0HekGuO3lEv4frSZFceuMDqsEcuGBjOgjSuWctVujSONnxBCiGojzMOOPS+0x9XGgri5u/l0y0l9R6rW8opKGbP8EF0TdmFmrOGzbo34d5wPfs42+o4mdETO8RNCCFGtNLK3Yu+EDjz65S5eXH2Uo5l5/KevH6Zy4cED+eloJmO+P8T5nBs8GejK8+0b42xcQF0LaQ1qMvlfIoQQotqpY27CprERDA9x58tdZ2k/czuZ14v0HatayLxexMCFe+kxJxlTIyO+6t+a//T1I7iRnSyUXQtIWy+EEKJaMjbSMPeJAELcbXlx1VH8P97M6hEhhHnY6zuaQVJKMX/3OV5afZS84lKebtuIMRGe+LvYSMNXixjMjN8bb7yBv78/AQEBxMbGkp6eru9IQgghqoExkY3ZNDYcEyMN7f+zg1nb0/QdyeAcz7xOzOydjFh6EA87S74dHMi/43xo7WorTV8tYzCN38SJEzl06BAHDhygR48evP322/qOJIQQopoI97TnwISOBLnaMnbF7zw+fw/XbpToO5beXbtRwsurj+D38RaSz15lcudmfD8smMdbu2BtLgf9aiOD+avb2Pz/FUT5+fnyCUQIIcQDqV/XnG3PtmPij0eZnniKXR9eZfnQYMI87PQdrcpptYpv9p3nlTXHyLxeRJxPA8ZFetKpmaNcBFPLGUzjB/D666/z9ddfY2try6ZNm/72OQkJCSQkJACQkZFRZYeEs7KyqmQ7tY3UVfekxronNa4a91vnl0PsCKvfjOfWphH52TZeDHfmuTBnjI1qx4TCocx8/rHhHHsv5uPtaME/IhsR07QedS1Kycq8+9qH8lrWPX3XWKOUUlW1sZiYGDIybn/Rvffee/Tq1av86/fff58bN24wderUu44XHBzMnj17Kj3n30lPT8fFxaVKtlWbSF11T2qse1LjqvGgdb6SX8wTC/eyLjWbYDdbvhkcSAunOjpMqF+nLxfwxtrjLNp3AXsrU56NbMyQYDeaOt7/nTfktax7VVHju/VHVTrjt379+vt63qBBg+jevfs9Gz8hhBDiTuytzfj16bZ8lniaf6xNwf/jzbzRpTmvdG5Wow53ZucV8e76VD7fkYYRGoYFuzEirBERnva1ZpZT3D+DOdSbmpqKl5cXAKtXr8bb21vPiYQQQlR3Go2G5zo0obd/Q4YvOcgba1NYvP8CXw9sQ5B7PX3HeyhXC4qZnniaT7acIr+4lDifhsS3bURUM0cs5FZr4g4MpvF79dVXSUlJwcjICA8PD2bPnq3vSEIIIWoI93pWrH8mnLm7zjJpzVFCPk1kWIg7H3RviVNdc33HeyCX84uZtvUUMxJPc72olKimDoyN9CS2RX1sLEz1HU8YOINp/L7//nt9RxBCCFHDjQhrRC/fhjy38jBf7z3PdwfTeSPGi+c6NMHSwGfJzl0t5LNtp5m1I4284jKivRwZFdqIrt71sbMy03c8UU0YTOMnhBBCVAUHazMWPRnIhI5NeO6Hw7z683H+veUUb3TxIj7cA3MTw2oAk9Ku8OnW03z/+0WUUkR7OTIytBGxLaThEw9OGj8hhBC1UpB7PbY/247Vhy8y9bcTPPfDEd5Zn8oL7ZvwTIQH9npsqnIKS/juQDpzks+SfDaHOmbGDGrjQv/WLnRs6khdC3n7FhUjrxwhhBC1WpyvMz19GrLsYDqfbDnF678c5511JxjYxpWRYY2I8LSrkpsKlJZp+e1EFl/vOc8PhzMoKtXSxN6KSVFN6e3rTBs3G4ObjRTVjzR+Qgghaj2NRkP/AFf6B7iy9WQ2/95yisX7LzBv9zka21sxKNCVHq0aEOJer1KXSMnOK2JDajarj2Tyy/FLXC0swdbChMd8G9K9pRNRzRxwtbWUu1mJSiONnxBCCPEXHZo60qGpI1l5RXyRdIZVhzP4YEMq761PxcHKlE5NHWjrYU+YRz1aNaiLvZXpfTVmeUWlHMm4zu8Xr7H3fC6Jp65wJPM6APUsTWjf2IGOTR2IbVGfFvXrYGZSc9YaFIZDGj8hhBDib9SvY84/ujTnH12ak3Y5nyUH0tl66go7z+Tw/e//fxequuYmeNpbUt/aDBsLU+qYG1Napigq01JQXEbG9SIu5N4gO7+4/GesTI1p7WLD2AgPgtzq0aGJA43sLKXZEzonjZ8QQghxD54O1rwa7cWr0TfPxTt2KY8tJy9z+nIB53MLSb9WRHZ+CWdzCiks1mJspMHUWIO5iREO1mY0dbDHqY45TR2saOZoTWsXGxraWBj8EjKi5pHGTwghhHgAJsZG+Dnb4Odsc8v3lVIUl2kpLVNoFWg0YGqswdTICCO5dZowENL4CSGEEJVAo9FgbmKMubyzCgMmJxMIIYQQQtQS0vgJIYQQQtQS0vgJIYQQQtQS0vgJIYQQQtQS0vgJIYQQQtQSGqWU0neIinJ0dMTT07NKtpWVlUX9+vWrZFu1idRV96TGuic1rhpSZ92TGuteVdQ4LS2N7Ozsv32sWjd+VSk4OJg9e/boO0aNI3XVPamx7kmNq4bUWfekxrqn7xrLoV4hhBBCiFpCGj8hhBBCiFrCeMqUKVP0HaK6CAoK0neEGknqqntSY92TGlcNqbPuSY11T581lnP8hBBCCCFqCTnUK4QQQghRS0jjJ4QQQghRS9Soxq9OnTr6jnBXI0aMwMnJCV9fX31HeSgajYYhQ4aUf11aWkr9+vXp0aNHpYzfqVOn+7rUvVu3btSrV6/StmvodFn3y5cvExUVRZ06dRg/fvxDj1fd3Wtfcr+v0T+9/vrruLu7G/w+6n689957+Pj44O/vT0BAALt27arQOJs3b2bHjh2VlsvT0/OO65ZVhCHsXzQaDS+99FL51x9//DH6Oi2/Ml+71WV/Y+j/XyvaU9Soxk8fysrK7vu5w4YNY+3atTpMUzWsra05fPgwhYWFAKxbtw5XV9cHGqO0tPShc0ycOJGFCxc+9DjVRWXU/U4sLCx45513+PjjjytlPHGrnj17kpycrO8YDy0pKYk1a9awb98+Dh06xPr163F3d6/QWJXd+D2Mv9sfGcL+xdzcnBUrVlRqQ6sP/1tf2d/cWVX0FDWu8cvLyyM6OprAwED8/PxYtWoVcHMV65YtWzJ69Gh8fHyIjY0tfwP966f37Ozs8ruBpKWl0b59ewIDAwkMDCzfSW3evJmoqCgGDRqEn58fb7zxBtOnTy/P8PrrrzNjxozbsnXo0AF7e3td/vpV5pFHHuGnn34CYPHixQwcOLD8seTkZCIiImjTpg0RERGkpKQAMH/+fPr160fPnj2JjY0F4MMPP8TPz4/WrVvz6quvlo+xbNkyQkNDad68OYmJiX+bITo6mrp16+rqVzRIFal7+/btOXDgQPnzIiMjOXTo0C3jWltb065dOywsLKrgt6geNm/efMtsz/jx45k/f/4tz5kzZw4vvvhi+ddffvklEyZMuG2stm3b4uzsrLOsVeXixYs4Ojpibm4O3Lx7kouLCwB79+6lY8eOBAUF0bVrVy5evAjc3L++8MILRERE4OvrS3JyMmlpacyePZtp06YREBBAYmIiWVlZ9O3bl5CQEEJCQti+fTsAU6ZMYejQocTGxuLp6cmKFSuYNGkSfn5+dOvWjZKSkvJ8H330EaGhoYSGhvLHH38A3HXc+Ph4YmNjeeqpp277XQ1h/2JiYkJ8fDzTpk277bEzZ84QHR2Nv78/0dHRnD17ltzcXDw9PdFqtQAUFBTg7u5OSUkJJ0+epFu3bgQFBdG+fXuOHz8O3GwexowZQ1RUFE2aNGHLli2MGDGCli1bMmzYsFu2+dJLLxEYGEh0dDRZWVkAdx13woQJREVF8corr9wyTnXa39TInkLVINbW1qqkpETl5uYqpZTKyspSTZs2VVqtVp0+fVoZGxur/fv3K6WU6tevn1q4cKFSSqmOHTuq3bt3l/+Mh4eHUkqp/Px8VVhYqJRS6sSJEyooKEgppdSmTZuUlZWVOnXqlFJKqdOnT6s2bdoopZQqKytTTZo0UdnZ2X+b8fTp08rHx0cHv33Vsba2VgcPHlR9+/ZVhYWFqnXr1mrTpk2qe/fuSimlcnNzVUlJiVJKqXXr1qk+ffoopZSaN2+ecnV1VZcvX1ZKKfXzzz+r8PBwlZ+fr5RS5d/v2LGjmjBhglJKqZ9++klFR0ffMctft1vTVbTu8+fPV88//7xSSqmUlJTy1/HfmTdvnho3bpyOfxPDZ21tfdtra9y4cWrevHlKqf/fZ+Tl5akmTZqo4uJipZRS4eHh6tChQ3cdtzq7fv26at26tfLy8lJjxoxRmzdvVkopVVxcrMLDw9WlS5eUUkotWbJEDR8+XCl1s1ajRo1SSim1ZcuW8v3fW2+9pT766KPysQcOHKgSExOVUkqdOXNGeXt7lz8vMjJSFRcXqwMHDihLS0v1888/K6WUeuyxx9TKlSuVUkp5eHiod999Vyml1IIFC8r/dncbNzAwUBUUFNzx99X3/sXa2lrl5uYqDw8PlZOToz766CP11ltvKaWU6tGjh5o/f75SSqk5c+aoXr16KaWUiouLUxs3blRK3fw7jBw5UimlVOfOndWJEyeUUkrt3LlTRUVFKaWUGjp0qBowYIDSarXqhx9+UHXr1lWHDh1SZWVlKjAwsPw9E1DffPONUkqpqVOnlu8n7jZu9+7dVWlp6R1/P0Pf39TUnsLkwVtFw6aU4rXXXmPr1q0YGRlx4cIFMjMzAWjcuDEBAQHAzTV00tLS7jpWSUkJ48eP58CBAxgbG3PixInyx0JDQ2ncuDFw89wSBwcH9u/fT2ZmJm3atMHBwUE3v6CB8Pf3Jy0tjcWLF/Poo4/e8lhubi5Dhw4lNTUVjUZzyyfyLl26lH9CWb9+PcOHD8fKygrglk8uffr0Ae7v71SbVKTu/fr145133uGjjz5i7ty5t32KFxVnbW1N586dWbNmDS1btqSkpAQ/Pz99x9KZOnXqsHfvXhITE9m0aRMDBgzggw8+IDg4mMOHD9OlSxfg5uGqv85w/jkz3aFDB65du0ZOTs5tY69fv56jR4+Wf33t2jWuX78O3JzpNjU1xc/Pj7KyMrp16waAn5/fLfuHP7czcODA8pnYu40bFxeHpaXlQ9dFl2xsbHjqqaeYMWPGLVmTkpJYsWIFAEOGDGHSpEkADBgwgKVLlxIVFcWSJUsYO3YseXl57Nixg379+pX/fFFRUfm/e/bsiUajwc/PjwYNGpS/hn18fEhLSyMgIAAjIyMGDBgAwJNPPkmfPn3uOW6/fv0wNjbWQVWqTk3sKWpc47do0SKysrLYu3cvpqameHp6cuPGDYDywxMAxsbG5dOyJiYm5VPjfz4XYNq0aTRo0ICDBw+i1WpvmZa2tra+ZbujRo1i/vz5ZGRkMGLECJ39foYkLi6Ol19+mc2bN3P58uXy77/xxhtERUWxcuVK0tLS6NSpU/ljf62bUgqNRvO3Y//5tzI2Nq6U8wFrkgetu5WVFV26dGHVqlV89913ch/O+/TX/QLcum/4q1GjRvHPf/4Tb29vhg8fXlXx9MbY2JhOnTrRqVMn/Pz8WLBgAUFBQfj4+JCUlPS3P/O//8//7v+9VqslKSnpbxuxP/cHRkZGmJqalv+8kZHRLfuHv47757/vNu7/7scN1QsvvEBgYOBdX19//r5xcXFMnjyZK1eusHfvXjp37kx+fj716tW75ZSPv/prff/6Pvm/9f3f7Wm12ruOW13qezc1saeocef45ebm4uTkhKmpKZs2beLMmTP3/BlPT0/27t0LwPLly28Zy9nZGSMjIxYuXHjXky579+7N2rVr2b17N127dn34X6QaGDFiBG+++eZtMxy5ubnlFx387zlRfxUbG8vcuXMpKCgA4MqVKzrLWpNUpO6jRo3iueeeIyQkpMacZ6prHh4eHD16lKKiInJzc9mwYcPfPi8sLIxz587x7bff3nLOZU2UkpJCampq+dcHDhzAw8ODFi1akJWVVd74lZSUcOTIkfLnLV26FIBt27Zha2uLra0tdevWLZ95g5v7g5kzZ94y9oP6cztLly4lPDy80sbVN3t7e/r378+cOXPKvxcREcGSJUuAm81Ju3btgJuzsqGhoTz//PP06NEDY2NjbGxsaNy4McuWLQNufug+ePDgA2XQarXl74/ffvst7dq1q5RxDV1N7ClqTONXWlqKubk5gwcPZs+ePQQHB7No0SK8vb3v+bMvv/wys2bNIiIi4parp8aOHcuCBQto27YtJ06cuOunFzMzM6Kioujfv/8dp7YHDhxIeHg4KSkpuLm53fKfuDpyc3Pj+eefv+37kyZNYvLkyURGRt71hd2tWzfi4uIIDg4mICDgga/wat++Pf369WPDhg24ubnx66+/PvDvUB1VpO5BQUHY2NjcdcbA09OTCRMmMH/+fNzc3G45PFab/LkvcXd3p3///vj7+zN48GDatGlzx5/p378/kZGR2NnZ/e3jkyZNws3NjYKCAtzc3PS2JMfDysvLY+jQobRq1Qp/f3+OHj3KlClTMDMzY/ny5bzyyiu0bt2agICAW67YtbOzIyIigmeeeaZ8v9ezZ09WrlxZfnHHjBkz2LNnD/7+/rRq1YrZs2c/cL6ioiLCwsKYPn16+QURFR3X0PYvL7300i3vTzNmzGDevHn4+/uzcOHCWy4GGDBgAN988035oVm42RzOmTOH1q1b4+PjU36Rwv2ytrbmyJEjBAUFsXHjRt58882HGtfQ9zc1uaeoMbdsO3jwIKNHj9bbkglarZbAwECWLVuGl5eXXjIIcSfp6el06tSJ48ePY2RUYz7v6URF9iU9evTgxRdfJDo6WofJqqdOnTrx8ccfExwcrO8oQty3mtxT1Ih3gNmzZzNw4EDeffddvWz/6NGjNGvWjOjoaGn6hMH5+uuvCQsL47333pOm7x4edF+Sk5ND8+bNsbS0lKZPiBqipvcUNWbGTwghhBBC3J18/BdCCCGEqCWk8RNCCCGEqCWk8RNCCCGEqCWk8RNC1EjGxsYEBATg4+ND69at+eSTT25ZkFkXJk6ciI+PDxMnTtTpdoQQoqLk4g4hRI1Up04d8vLyALh06RKDBg0iMjKSqVOn6mybNjY2ZGVl3bKiv66UlpZiYlLjbr4khNAxmfETQtR4Tk5OJCQkMHPmTJRSpKWl0b59ewIDAwkMDCxfbHjIkCG3LEA7ePBgVq9efctYSikmTpyIr68vfn5+5XeLiIuLIz8/n7CwsPLvwc31uLy8vMjKyir/ulmzZmRnZ5OVlUXfvn0JCQkhJCSE7du3A5CcnExERARt2rQhIiKClJQU4OYdWfr160fPnj2JjY3VXcGEEDWXEkKIGsja2vq279WrV09lZGSo/Px8VVhYqJRS6sSJEyooKEgppdTmzZtVr169lFJK5eTkKE9PT1VSUnLLGMuXL1cxMTGqtLRUZWRkKHd3d5Wenn7HbSql1JQpU9S0adOUUkr9+uuvqk+fPkoppQYOHKgSExOVUkqdOXNGeXt7K6WUys3NLd/uunXryp8/b9485erqqi5fvlzBqgghajs5TiCEqDXUf89sKSkpYfz48Rw4cABjY2NOnDgBQMeOHRk3bhyXLl1ixYoV9O3b97bDqdu2bWPgwIEYGxvToEEDOnbsyO7du4mLi7vjdkeMGEGvXr144YUXmDt3bvmt89avX3/LraquXbvG9evXyc3NZejQoaSmpqLRaCgpKSl/TpcuXeR+y0KICpPGTwhRK5w6dQpjY2OcnJyYOnUqDRo04ODBg2i1WiwsLMqfN2TIEBYtWsSSJUuYO3fubeOoCpwW7e7uToMGDdi4cSO7du1i0aJFwM3DvklJSVhaWt7y/GeffZaoqChWrlxJWloanTp1Kn/sbvf3FEKIe5Fz/IQQNV5WVhbPPPMM48ePR6PRkJubi7OzM0ZGRixcuJCysrLy5w4bNoxPP/0UAB8fn9vG6tChA0uXLqWsrIysrCy2bt1KaGjoPTOMGjWKJ5988pabrsfGxjJz5szy5xw4cACA3NxcXF1dgZvn9QkhRGWRxk8IUSMVFhaWL+cSExNDbGwsb731FgBjx45lwYIFtG3blhMnTtwyi9agQQNatmxZfjj2f/Xu3Rt/f39at25N586d+fDDD2nYsOE988TFxZGXl3fLuDNmzGDPnj34+/vTqlUrZs+eDcCkSZOYPHkykZGRtzSlQgjxsGQ5FyGE+IuCggL8/PzYt28ftra2lTbunj17ePHFF0lMTKy0MYUQ4kHJjJ8QQvzX+vXr8fb25tlnn63Upu+DDz6gb9++vP/++5U2phBCVITM+AkhhBBC1BIy4yeEEEIIUUtI4yeEEEIIUUtI4yeEEEIIUUtI4yeEEEIIUUtI4yeEEEIIUUv8H9Y4uddhiungAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prophet = Prophet(weekly_seasonality=False,\n",
    "                  changepoint_prior_scale=.00001)\n",
    "\n",
    "prophet.fit(df)\n",
    "future = prophet.make_future_dataframe(periods=240, freq='m')\n",
    "forecast = prophet.predict(future)\n",
    "fig = prophet.plot(forecast)\n",
    "a = add_changepoints_to_plot(fig.gca(), prophet, forecast)\n",
    "plt.show()\n",
    "fig2 = prophet.plot_components(forecast)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
